Pith Number

pith:6CPF2RA3

pith:2020:6CPF2RA3XHJECX67SKU7RW75GB

not attested not anchored not stored refs pending

Evaluating data augmentation for financial time series classification

Alexandros Iosifidis, Elizabeth Fons, John Keane, Paula Dawson, Xiao-Jun Zeng

arxiv:2010.15111 v1 · 2020-10-28 · q-fin.ST · cs.LG

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\usepackage{pith}
\pithnumber{6CPF2RA3XHJECX67SKU7RW75GB}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Risk forecasting using Long Short-Term Memory Mixture Density Networks

Receipt and verification

First computed	2026-07-05T01:47:27.726164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f09e5d441bb9d2415fdf92a9f8dbfd306f30c2ad3d9f22aa6fb07a75e6618a88

Aliases

arxiv: 2010.15111 · arxiv_version: 2010.15111v1 · doi: 10.48550/arxiv.2010.15111 · pith_short_12: 6CPF2RA3XHJE · pith_short_16: 6CPF2RA3XHJECX67 · pith_short_8: 6CPF2RA3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/6CPF2RA3XHJECX67SKU7RW75GB \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f09e5d441bb9d2415fdf92a9f8dbfd306f30c2ad3d9f22aa6fb07a75e6618a88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35fdef3bec52ffcd41cf1bfa26b8998220e626aa83add0549270337c19657e2e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2020-10-28T17:53:57Z",
    "title_canon_sha256": "bb6a86ed3901750eacaab94629757356deb08b21479681c29d7618367b236902"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.15111",
    "kind": "arxiv",
    "version": 1
  }
}